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nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/ImportGraph.kt

Summary

Maintainability
F
2 wks
Test Coverage

Method importGraph has a Cognitive Complexity of 359 (exceeds 20 allowed). Consider refactoring.
Open

    /**
     * Import a Graph based on a {@link IRGraph} model from a GraphDef, with optional import overrides
     *
     * @param irGraph       IRGraph reflecting the needed model import
     * @param importOverride Optional import override for specific ops, keyed by op name

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Method importGraph has 527 lines of code (exceeds 25 allowed). Consider refactoring.
Open

    /**
     * Import a Graph based on a {@link IRGraph} model from a GraphDef, with optional import overrides
     *
     * @param irGraph       IRGraph reflecting the needed model import
     * @param importOverride Optional import override for specific ops, keyed by op name

    File ImportGraph.kt has 700 lines of code (exceeds 250 allowed). Consider refactoring.
    Open

    /*
     *  ******************************************************************************
     *  *
     *  *
     *  * This program and the accompanying materials are made available under the

      Method importInfoForEachNodeInGraph has 33 lines of code (exceeds 25 allowed). Consider refactoring.
      Open

          fun <GRAPH_TYPE: GeneratedMessageV3,
                  NODE_TYPE: GeneratedMessageV3,
                  OP_DEF_TYPE: GeneratedMessageV3,
                  TENSOR_TYPE: GeneratedMessageV3,
                  ATTRIBUTE_TYPE: GeneratedMessageV3,

        Method createFuncAndContext has 28 lines of code (exceeds 25 allowed). Consider refactoring.
        Open

            fun createFuncAndContext(opName: String,
                                     irGraph: IRGraph<GRAPH_TYPE, NODE_TYPE, OP_DEF_TYPE, TENSOR_TYPE, ATTR_DEF_TYPE, ATTR_VALUE_TYPE, DATA_TYPE>,
                                     opMappingRegistry: OpMappingRegistry<GRAPH_TYPE, NODE_TYPE, OP_DEF_TYPE, TENSOR_TYPE, DATA_TYPE, ATTR_DEF_TYPE, ATTR_VALUE_TYPE>,
                                     sameDiff: SameDiff,
                                     nodeName: String,

          Avoid deeply nested control flow statements.
          Open

                                  if (inName.endsWith(":0")) {
                                      //Strip ":0" suffix. Some ops can depend on placeholders, like "image_tensor:0" but in SameDiff this is a variable called "image_tensor"
                                      inName = inName.substring(0, inName.length - 2)
                                  }

            Avoid deeply nested control flow statements.
            Open

                                                if(outVars[i]!!.variable == null)
                                                    outVars[i]!!.variable = outSDVars[i]

              Avoid deeply nested control flow statements.
              Open

                                                      for(i in numInputsToTake until numInputs) {
                                                          if(sd.hasVariable(nd.inputAt(i))) {
                                                              val currInputVar = sd.variables[nd.inputAt(i)]!!
                                                              currInputVar.inputsForOp.remove(op.name)
                                                          }

                Avoid deeply nested control flow statements.
                Open

                                        if (!sd.hasVariable(inName) && !skipCase && !irGraph.hasConstantInitializer(inName) && !irGraph.hasConstantInitializer(inName)) {
                //                            log.info("Not found: {} for op {}", inName, nextOpDef.getName());
                                            allAlreadyInGraph = false
                                            break
                                        } else if (!isControlDep(s)) {

                  Method createFuncAndContext has 6 arguments (exceeds 4 allowed). Consider refactoring.
                  Open

                      fun createFuncAndContext(opName: String,
                                               irGraph: IRGraph<GRAPH_TYPE, NODE_TYPE, OP_DEF_TYPE, TENSOR_TYPE, ATTR_DEF_TYPE, ATTR_VALUE_TYPE, DATA_TYPE>,
                                               opMappingRegistry: OpMappingRegistry<GRAPH_TYPE, NODE_TYPE, OP_DEF_TYPE, TENSOR_TYPE, DATA_TYPE, ATTR_DEF_TYPE, ATTR_VALUE_TYPE>,
                                               sameDiff: SameDiff,
                                               nodeName: String,

                    Avoid deeply nested control flow statements.
                    Open

                                            if (sd.ops.containsKey(nextOp) || opSet.contains(importInfoForNode!!.first.nd4jOpName())) {
                                                //Already processed this.
                                                //Almost certainly the close of a loop - like NextIteration -> Merge case
                                                continue
                                            }

                      Avoid deeply nested control flow statements.
                      Open

                                                          if(outVars[i]!!.outputOfOp == null) {
                                                              outVars[i]!!.outputOfOp = name
                                                          }

                        Avoid deeply nested control flow statements.
                        Open

                                                if (!availableToAddSet.contains(nextOp)) {
                                                    //Avoid processing same op multiple times, for repeated inputs to one op, etc
                                                    availableToAdd.add(nextOpDef)
                                                    logger.debug {"Added ${nextOpDef.nodeName()}" }
                                                    availableToAddSet.add(nextOp)

                          Method importGraph has 5 arguments (exceeds 4 allowed). Consider refactoring.
                          Open

                              fun importGraph(irGraph: IRGraph<GRAPH_TYPE, NODE_TYPE, OP_DEF_TYPE, TENSOR_TYPE, ATTR_DEF_TYPE, ATTR_VALUE_TYPE, DATA_TYPE>,
                                              importOverride: Map<String?, ImportRunner<GRAPH_TYPE, NODE_TYPE, OP_DEF_TYPE, TENSOR_TYPE, ATTR_DEF_TYPE, ATTR_VALUE_TYPE, DATA_TYPE>?>?,
                                              opFilter: OpImportFilter<GRAPH_TYPE, NODE_TYPE, ATTR_VALUE_TYPE>?,
                                              dynamicVariables: MutableMap<String, TENSOR_TYPE> = HashMap(),
                                              opMappingRegistry:

                            Identical blocks of code found in 2 locations. Consider refactoring.
                            Open

                                    val ret = HashMap<String,Pair<MappingContext<GRAPH_TYPE,
                                            NODE_TYPE, OP_DEF_TYPE,
                                            TENSOR_TYPE, ATTRIBUTE_TYPE, ATTRIBUTE_VALUE_TYPE,
                                            DATA_TYPE>,OpNamespace.OpDescriptor>>()
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/ir/IRFunctions.kt on lines 44..47

                            Duplicated Code

                            Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                            Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                            When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                            Tuning

                            This issue has a mass of 135.

                            We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                            The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                            If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                            See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                            Refactorings

                            Further Reading

                            Identical blocks of code found in 3 locations. Consider refactoring.
                            Open

                                        :  Map<String,Pair<MappingContext<GRAPH_TYPE,
                                        NODE_TYPE, OP_DEF_TYPE,
                                        TENSOR_TYPE, ATTRIBUTE_TYPE, ATTRIBUTE_VALUE_TYPE,
                                        DATA_TYPE>,OpNamespace.OpDescriptor>> {
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/ir/IRFunctions.kt on lines 37..40
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/ir/IRGraph.kt on lines 40..40

                            Duplicated Code

                            Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                            Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                            When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                            Tuning

                            This issue has a mass of 131.

                            We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                            The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                            If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                            See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                            Refactorings

                            Further Reading

                            Identical blocks of code found in 2 locations. Consider refactoring.
                            Open

                                        DATA_TYPE : ProtocolMessageEnum> importInfoForEachNodeInGraph (
                                    graph: IRGraph<GRAPH_TYPE, NODE_TYPE, OP_DEF_TYPE, TENSOR_TYPE, ATTRIBUTE_TYPE, ATTRIBUTE_VALUE_TYPE, DATA_TYPE>,
                                    dynamicVariables: MutableMap<String, TENSOR_TYPE>)
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/ir/IRFunctions.kt on lines 34..36

                            Duplicated Code

                            Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                            Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                            When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                            Tuning

                            This issue has a mass of 119.

                            We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                            The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                            If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                            See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                            Refactorings

                            Further Reading

                            Similar blocks of code found in 2 locations. Consider refactoring.
                            Open

                                    val nodeNameToFuncContext = HashMap<String,FuncContextResult<GRAPH_TYPE,NODE_TYPE,OP_DEF_TYPE,TENSOR_TYPE,ATTR_DEF_TYPE,ATTR_VALUE_TYPE,DATA_TYPE>>()
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/registry/OpMappingRegistry.kt on lines 50..51

                            Duplicated Code

                            Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                            Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                            When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                            Tuning

                            This issue has a mass of 96.

                            We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                            The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                            If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                            See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                            Refactorings

                            Further Reading

                            Similar blocks of code found in 3 locations. Consider refactoring.
                            Open

                                        if (op.controlDepFor != null && op.controlDepFor.contains(oldName)) {
                                            op.controlDepFor[op.controlDepFor.indexOf(oldName)] = realName
                                        }
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/ImportGraph.kt on lines 974..976
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/ImportGraph.kt on lines 982..984

                            Duplicated Code

                            Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                            Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                            When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                            Tuning

                            This issue has a mass of 94.

                            We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                            The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                            If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                            See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                            Refactorings

                            Further Reading

                            Similar blocks of code found in 3 locations. Consider refactoring.
                            Open

                                        if (op.inputsToOp != null && op.inputsToOp.contains(oldName)) {
                                            op.inputsToOp[op.inputsToOp.indexOf(oldName)] = realName
                                        }
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/ImportGraph.kt on lines 978..980
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/ImportGraph.kt on lines 982..984

                            Duplicated Code

                            Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                            Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                            When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                            Tuning

                            This issue has a mass of 94.

                            We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                            The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                            If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                            See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                            Refactorings

                            Further Reading

                            Similar blocks of code found in 3 locations. Consider refactoring.
                            Open

                                        if (op.controlDeps != null && op.controlDeps.contains(oldName)) {
                                            op.controlDeps[op.controlDeps.indexOf(oldName)] = realName
                                        }
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/ImportGraph.kt on lines 974..976
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/ImportGraph.kt on lines 978..980

                            Duplicated Code

                            Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                            Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                            When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                            Tuning

                            This issue has a mass of 94.

                            We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                            The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                            If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                            See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                            Refactorings

                            Further Reading

                            Similar blocks of code found in 2 locations. Consider refactoring.
                            Open

                                    val dfInstance = if( DifferentialFunctionClassHolder.getInstance()
                                            .hasName(nd4jOpName)) DifferentialFunctionClassHolder
                                        .getInstance()
                                        .getInstance(nd4jOpName)
                                    else DynamicCustomOp.builder(nd4jOpName).build()
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/ImportGraph.kt on lines 787..789

                            Duplicated Code

                            Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                            Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                            When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                            Tuning

                            This issue has a mass of 90.

                            We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                            The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                            If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                            See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                            Refactorings

                            Further Reading

                            Similar blocks of code found in 2 locations. Consider refactoring.
                            Open

                                                val dfInstance = if( DifferentialFunctionClassHolder.getInstance()
                                                        .hasName(opName)) DifferentialFunctionClassHolder.getInstance().getInstance(opName)
                                                else DynamicCustomOp.builder(opName).build()
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/ImportGraph.kt on lines 173..177

                            Duplicated Code

                            Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                            Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                            When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                            Tuning

                            This issue has a mass of 90.

                            We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                            The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                            If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                            See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                            Refactorings

                            Further Reading

                            Identical blocks of code found in 3 locations. Consider refactoring.
                            Open

                                /**
                                 * @return The specified name without the leading "^" character (if any) that appears for control dependencies
                                 */
                                fun stripControl(name: String): String {
                                    return if (name.startsWith("^")) {
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/IRProtobufExtensions.kt on lines 655..662
                            nd4j/samediff-import/samediff-import-tensorflow/src/main/kotlin/org/nd4j/samediff/frameworkimport/tensorflow/ir/TensorflowIR.kt on lines 157..164

                            Duplicated Code

                            Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                            Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                            When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                            Tuning

                            This issue has a mass of 79.

                            We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                            The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                            If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                            See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                            Refactorings

                            Further Reading

                            Identical blocks of code found in 2 locations. Consider refactoring.
                            Open

                                        val mappingContext = graph.createMappingContext(
                                            opDef = opDefLookup,
                                            node = graph.nodeByName(node.nodeName()),
                                            dynamicVariables = dynamicVariables
                                        )
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/ir/IRFunctions.kt on lines 64..68

                            Duplicated Code

                            Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                            Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                            When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                            Tuning

                            This issue has a mass of 74.

                            We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                            The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                            If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                            See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                            Refactorings

                            Further Reading

                            Similar blocks of code found in 5 locations. Consider refactoring.
                            Open

                                    val availableToAdd: Queue<IRNode<NODE_TYPE, TENSOR_TYPE, ATTR_DEF_TYPE, ATTR_VALUE_TYPE, DATA_TYPE>> = LinkedList()
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/ir/IRGraph.kt on lines 57..57
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/ir/IRGraph.kt on lines 84..84
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/ir/IRGraph.kt on lines 86..86
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/reflect/ImportReflectionCache.kt on lines 44..45

                            Duplicated Code

                            Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                            Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                            When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                            Tuning

                            This issue has a mass of 73.

                            We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                            The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                            If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                            See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                            Refactorings

                            Further Reading

                            Identical blocks of code found in 2 locations. Consider refactoring.
                            Open

                                                    if (inName.endsWith(":0")) {
                                                        //Strip ":0" suffix. Some ops can depend on placeholders, like "image_tensor:0" but in SameDiff this is a variable called "image_tensor"
                                                        inName = inName.substring(0, inName.length - 2)
                                                    }
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/ImportGraph.kt on lines 493..496

                            Duplicated Code

                            Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                            Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                            When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                            Tuning

                            This issue has a mass of 72.

                            We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                            The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                            If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                            See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                            Refactorings

                            Further Reading

                            Identical blocks of code found in 2 locations. Consider refactoring.
                            Open

                                                        if (inName.endsWith(":0")) {
                                                            //Strip ":0" suffix. Some ops can depend on placeholders, like "image_tensor:0" but in SameDiff this is a variable called "image_tensor"
                                                            inName = inName.substring(0, inName.length - 2)
                                                        }
                            nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/ImportGraph.kt on lines 862..865

                            Duplicated Code

                            Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                            Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                            When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                            Tuning

                            This issue has a mass of 72.

                            We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                            The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                            If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                            See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                            Refactorings

                            Further Reading

                            Similar blocks of code found in 2 locations. Consider refactoring.
                            Open

                                                val opInputs = opDescriptor.argDescriptorList.filter { argDescriptor -> argDescriptor.argType == OpNamespace.ArgDescriptor.ArgType.INPUT_TENSOR }
                            nd4j/samediff-import/samediff-import-tensorflow/src/main/kotlin/org/nd4j/samediff/frameworkimport/tensorflow/ir/TensorflowIRNode.kt on lines 181..181

                            Duplicated Code

                            Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                            Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                            When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                            Tuning

                            This issue has a mass of 65.

                            We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                            The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                            If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                            See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                            Refactorings

                            Further Reading

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